Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 2000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 328.2 KiB |
| Average record size in memory | 168.1 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 7 |
fc is highly overall correlated with pc | High correlation |
pc is highly overall correlated with fc | High correlation |
ram is highly overall correlated with price_range | High correlation |
four_g is highly overall correlated with three_g | High correlation |
three_g is highly overall correlated with four_g | High correlation |
price_range is highly overall correlated with ram | High correlation |
price_range is uniformly distributed | Uniform |
fc has 474 (23.7%) zeros | Zeros |
pc has 101 (5.1%) zeros | Zeros |
sc_w has 180 (9.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-04-04 11:49:29.201183 |
|---|---|
| Analysis finished | 2023-04-04 11:50:04.532294 |
| Duration | 35.33 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
battery_power
Real number (ℝ)
| Distinct | 1094 |
|---|---|
| Distinct (%) | 54.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1238.5185 |
| Minimum | 501 |
|---|---|
| Maximum | 1998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 501 |
|---|---|
| 5-th percentile | 570.95 |
| Q1 | 851.75 |
| median | 1226 |
| Q3 | 1615.25 |
| 95-th percentile | 1930.15 |
| Maximum | 1998 |
| Range | 1497 |
| Interquartile range (IQR) | 763.5 |
Descriptive statistics
| Standard deviation | 439.41821 |
|---|---|
| Coefficient of variation (CV) | 0.35479341 |
| Kurtosis | -1.2241439 |
| Mean | 1238.5185 |
| Median Absolute Deviation (MAD) | 382 |
| Skewness | 0.031898472 |
| Sum | 2477037 |
| Variance | 193088.36 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1872 | 6 | 0.3% |
| 618 | 6 | 0.3% |
| 1589 | 6 | 0.3% |
| 1715 | 5 | 0.2% |
| 1807 | 5 | 0.2% |
| 1310 | 5 | 0.2% |
| 1083 | 5 | 0.2% |
| 1512 | 5 | 0.2% |
| 1379 | 5 | 0.2% |
| 1949 | 5 | 0.2% |
| Other values (1084) | 1947 |
| Value | Count | Frequency (%) |
| 501 | 2 | 0.1% |
| 502 | 2 | 0.1% |
| 503 | 3 | |
| 504 | 5 | |
| 506 | 1 | 0.1% |
| 507 | 2 | 0.1% |
| 508 | 3 | |
| 509 | 1 | 0.1% |
| 510 | 3 | |
| 511 | 4 |
| Value | Count | Frequency (%) |
| 1998 | 1 | 0.1% |
| 1997 | 1 | 0.1% |
| 1996 | 2 | |
| 1995 | 2 | |
| 1994 | 3 | |
| 1993 | 1 | 0.1% |
| 1992 | 2 | |
| 1991 | 4 | |
| 1989 | 2 | |
| 1988 | 1 | 0.1% |
blue
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1010 | |
| 1 | 990 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1010 | |
| 1 | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1010 | |
| 1 | 990 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1010 | |
| 1 | 990 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1010 | |
| 1 | 990 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1010 | |
| 1 | 990 |
clock_speed
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.52225 |
| Minimum | 0.5 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.7 |
| median | 1.5 |
| Q3 | 2.2 |
| 95-th percentile | 2.8 |
| Maximum | 3 |
| Range | 2.5 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 0.81600421 |
|---|---|
| Coefficient of variation (CV) | 0.53605138 |
| Kurtosis | -1.3234172 |
| Mean | 1.52225 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.17808412 |
| Sum | 3044.5 |
| Variance | 0.66586287 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 0.5 | 413 | |
| 2.8 | 85 | 4.2% |
| 2.3 | 78 | 3.9% |
| 2.1 | 76 | 3.8% |
| 1.6 | 76 | 3.8% |
| 2.5 | 74 | 3.7% |
| 0.6 | 74 | 3.7% |
| 1.4 | 70 | 3.5% |
| 1.3 | 68 | 3.4% |
| 1.5 | 67 | 3.4% |
| Other values (16) | 919 |
| Value | Count | Frequency (%) |
| 0.5 | 413 | |
| 0.6 | 74 | 3.7% |
| 0.7 | 64 | 3.2% |
| 0.8 | 58 | 2.9% |
| 0.9 | 58 | 2.9% |
| 1 | 61 | 3.0% |
| 1.1 | 51 | 2.5% |
| 1.2 | 56 | 2.8% |
| 1.3 | 68 | 3.4% |
| 1.4 | 70 | 3.5% |
| Value | Count | Frequency (%) |
| 3 | 28 | 1.4% |
| 2.9 | 62 | |
| 2.8 | 85 | |
| 2.7 | 55 | |
| 2.6 | 55 | |
| 2.5 | 74 | |
| 2.4 | 58 | |
| 2.3 | 78 | |
| 2.2 | 59 | |
| 2.1 | 76 |
dual_sim
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1019 | |
| 0 | 981 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1019 | |
| 0 | 981 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1019 | |
| 0 | 981 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1019 | |
| 0 | 981 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1019 | |
| 0 | 981 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1019 | |
| 0 | 981 |
fc
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3095 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 474 |
| Zeros (%) | 23.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 13 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.3414437 |
|---|---|
| Coefficient of variation (CV) | 1.0074124 |
| Kurtosis | 0.27707632 |
| Mean | 4.3095 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.0198114 |
| Sum | 8619 |
| Variance | 18.848134 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 474 | |
| 1 | 245 | |
| 2 | 189 | 9.4% |
| 3 | 170 | 8.5% |
| 5 | 139 | 7.0% |
| 4 | 133 | 6.7% |
| 6 | 112 | 5.6% |
| 7 | 100 | 5.0% |
| 9 | 78 | 3.9% |
| 8 | 77 | 3.9% |
| Other values (10) | 283 |
| Value | Count | Frequency (%) |
| 0 | 474 | |
| 1 | 245 | |
| 2 | 189 | 9.4% |
| 3 | 170 | 8.5% |
| 4 | 133 | 6.7% |
| 5 | 139 | 7.0% |
| 6 | 112 | 5.6% |
| 7 | 100 | 5.0% |
| 8 | 77 | 3.9% |
| 9 | 78 | 3.9% |
| Value | Count | Frequency (%) |
| 19 | 1 | 0.1% |
| 18 | 11 | 0.5% |
| 17 | 6 | 0.3% |
| 16 | 24 | 1.2% |
| 15 | 23 | 1.1% |
| 14 | 20 | 1.0% |
| 13 | 40 | |
| 12 | 45 | |
| 11 | 51 | |
| 10 | 62 |
four_g
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1043 | |
| 0 | 957 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1043 | |
| 0 | 957 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1043 | |
| 0 | 957 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1043 | |
| 0 | 957 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1043 | |
| 0 | 957 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1043 | |
| 0 | 957 |
int_memory
Real number (ℝ)
| Distinct | 63 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.0465 |
| Minimum | 2 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 32 |
| Q3 | 48 |
| 95-th percentile | 61 |
| Maximum | 64 |
| Range | 62 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 18.145715 |
|---|---|
| Coefficient of variation (CV) | 0.56623079 |
| Kurtosis | -1.216074 |
| Mean | 32.0465 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.057889328 |
| Sum | 64093 |
| Variance | 329.26697 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27 | 47 | 2.4% |
| 16 | 45 | 2.2% |
| 14 | 45 | 2.2% |
| 57 | 42 | 2.1% |
| 2 | 42 | 2.1% |
| 42 | 40 | 2.0% |
| 7 | 40 | 2.0% |
| 44 | 39 | 1.9% |
| 30 | 39 | 1.9% |
| 6 | 37 | 1.8% |
| Other values (53) | 1584 |
| Value | Count | Frequency (%) |
| 2 | 42 | |
| 3 | 25 | |
| 4 | 20 | |
| 5 | 36 | |
| 6 | 37 | |
| 7 | 40 | |
| 8 | 37 | |
| 9 | 35 | |
| 10 | 36 | |
| 11 | 34 |
| Value | Count | Frequency (%) |
| 64 | 31 | |
| 63 | 30 | |
| 62 | 21 | |
| 61 | 27 | |
| 60 | 27 | |
| 59 | 18 | |
| 58 | 36 | |
| 57 | 42 | |
| 56 | 27 | |
| 55 | 29 |
m_dep
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50175 |
| Minimum | 0.1 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.2 |
| median | 0.5 |
| Q3 | 0.8 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.9 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.28841555 |
|---|---|
| Coefficient of variation (CV) | 0.57481923 |
| Kurtosis | -1.2743489 |
| Mean | 0.50175 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.08908201 |
| Sum | 1003.5 |
| Variance | 0.083183529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.1 | 320 | |
| 0.2 | 213 | |
| 0.8 | 208 | |
| 0.5 | 205 | |
| 0.7 | 200 | |
| 0.3 | 199 | |
| 0.9 | 195 | |
| 0.6 | 186 | |
| 0.4 | 168 | |
| 1 | 106 | 5.3% |
| Value | Count | Frequency (%) |
| 0.1 | 320 | |
| 0.2 | 213 | |
| 0.3 | 199 | |
| 0.4 | 168 | |
| 0.5 | 205 | |
| 0.6 | 186 | |
| 0.7 | 200 | |
| 0.8 | 208 | |
| 0.9 | 195 | |
| 1 | 106 | 5.3% |
| Value | Count | Frequency (%) |
| 1 | 106 | 5.3% |
| 0.9 | 195 | |
| 0.8 | 208 | |
| 0.7 | 200 | |
| 0.6 | 186 | |
| 0.5 | 205 | |
| 0.4 | 168 | |
| 0.3 | 199 | |
| 0.2 | 213 | |
| 0.1 | 320 |
mobile_wt
Real number (ℝ)
| Distinct | 121 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 140.249 |
| Minimum | 80 |
|---|---|
| Maximum | 200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 80 |
|---|---|
| 5-th percentile | 86 |
| Q1 | 109 |
| median | 141 |
| Q3 | 170 |
| 95-th percentile | 196 |
| Maximum | 200 |
| Range | 120 |
| Interquartile range (IQR) | 61 |
Descriptive statistics
| Standard deviation | 35.399655 |
|---|---|
| Coefficient of variation (CV) | 0.25240576 |
| Kurtosis | -1.2103765 |
| Mean | 140.249 |
| Median Absolute Deviation (MAD) | 31 |
| Skewness | 0.0065581574 |
| Sum | 280498 |
| Variance | 1253.1356 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 182 | 28 | 1.4% |
| 101 | 27 | 1.4% |
| 185 | 27 | 1.4% |
| 146 | 26 | 1.3% |
| 199 | 26 | 1.3% |
| 88 | 25 | 1.2% |
| 198 | 25 | 1.2% |
| 105 | 25 | 1.2% |
| 89 | 24 | 1.2% |
| 131 | 23 | 1.1% |
| Other values (111) | 1744 |
| Value | Count | Frequency (%) |
| 80 | 21 | |
| 81 | 13 | |
| 82 | 15 | |
| 83 | 19 | |
| 84 | 17 | |
| 85 | 13 | |
| 86 | 19 | |
| 87 | 15 | |
| 88 | 25 | |
| 89 | 24 |
| Value | Count | Frequency (%) |
| 200 | 19 | |
| 199 | 26 | |
| 198 | 25 | |
| 197 | 19 | |
| 196 | 20 | |
| 195 | 11 | |
| 194 | 16 | |
| 193 | 15 | |
| 192 | 15 | |
| 191 | 15 |
n_cores
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5205 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.2878367 |
|---|---|
| Coefficient of variation (CV) | 0.50610258 |
| Kurtosis | -1.2297498 |
| Mean | 4.5205 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.0036275083 |
| Sum | 9041 |
| Variance | 5.2341968 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 4 | 274 | |
| 7 | 259 | |
| 8 | 256 | |
| 2 | 247 | |
| 3 | 246 | |
| 5 | 246 | |
| 1 | 242 | |
| 6 | 230 |
| Value | Count | Frequency (%) |
| 1 | 242 | |
| 2 | 247 | |
| 3 | 246 | |
| 4 | 274 | |
| 5 | 246 | |
| 6 | 230 | |
| 7 | 259 | |
| 8 | 256 |
| Value | Count | Frequency (%) |
| 8 | 256 | |
| 7 | 259 | |
| 6 | 230 | |
| 5 | 246 | |
| 4 | 274 | |
| 3 | 246 | |
| 2 | 247 | |
| 1 | 242 |
pc
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9165 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 101 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.0643149 |
|---|---|
| Coefficient of variation (CV) | 0.61153784 |
| Kurtosis | -1.1714988 |
| Mean | 9.9165 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.01730615 |
| Sum | 19833 |
| Variance | 36.775916 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 10 | 122 | 6.1% |
| 7 | 119 | 5.9% |
| 9 | 112 | 5.6% |
| 20 | 110 | 5.5% |
| 1 | 104 | 5.2% |
| 14 | 104 | 5.2% |
| 0 | 101 | 5.1% |
| 2 | 99 | 5.0% |
| 17 | 99 | 5.0% |
| 6 | 95 | 4.8% |
| Other values (11) | 935 |
| Value | Count | Frequency (%) |
| 0 | 101 | |
| 1 | 104 | |
| 2 | 99 | |
| 3 | 93 | |
| 4 | 95 | |
| 5 | 59 | |
| 6 | 95 | |
| 7 | 119 | |
| 8 | 89 | |
| 9 | 112 |
| Value | Count | Frequency (%) |
| 20 | 110 | |
| 19 | 83 | |
| 18 | 82 | |
| 17 | 99 | |
| 16 | 88 | |
| 15 | 92 | |
| 14 | 104 | |
| 13 | 85 | |
| 12 | 90 | |
| 11 | 79 |
px_height
Real number (ℝ)
| Distinct | 1137 |
|---|---|
| Distinct (%) | 56.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 645.108 |
| Minimum | 0 |
|---|---|
| Maximum | 1960 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 70.95 |
| Q1 | 282.75 |
| median | 564 |
| Q3 | 947.25 |
| 95-th percentile | 1485.05 |
| Maximum | 1960 |
| Range | 1960 |
| Interquartile range (IQR) | 664.5 |
Descriptive statistics
| Standard deviation | 443.78081 |
|---|---|
| Coefficient of variation (CV) | 0.68791708 |
| Kurtosis | -0.31586549 |
| Mean | 645.108 |
| Median Absolute Deviation (MAD) | 318 |
| Skewness | 0.66627126 |
| Sum | 1290216 |
| Variance | 196941.41 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 347 | 7 | 0.4% |
| 179 | 6 | 0.3% |
| 371 | 6 | 0.3% |
| 275 | 6 | 0.3% |
| 674 | 5 | 0.2% |
| 286 | 5 | 0.2% |
| 42 | 5 | 0.2% |
| 211 | 5 | 0.2% |
| 649 | 5 | 0.2% |
| 398 | 5 | 0.2% |
| Other values (1127) | 1945 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 3 | 2 | |
| 4 | 3 | |
| 5 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 2 | |
| 9 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1960 | 1 | |
| 1949 | 1 | |
| 1920 | 1 | |
| 1914 | 1 | |
| 1901 | 1 | |
| 1899 | 1 | |
| 1895 | 1 | |
| 1878 | 1 | |
| 1874 | 1 | |
| 1869 | 1 |
px_width
Real number (ℝ)
| Distinct | 1109 |
|---|---|
| Distinct (%) | 55.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1251.5155 |
| Minimum | 500 |
|---|---|
| Maximum | 1998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 579.85 |
| Q1 | 874.75 |
| median | 1247 |
| Q3 | 1633 |
| 95-th percentile | 1929.05 |
| Maximum | 1998 |
| Range | 1498 |
| Interquartile range (IQR) | 758.25 |
Descriptive statistics
| Standard deviation | 432.19945 |
|---|---|
| Coefficient of variation (CV) | 0.34534087 |
| Kurtosis | -1.1860052 |
| Mean | 1251.5155 |
| Median Absolute Deviation (MAD) | 376 |
| Skewness | 0.014787474 |
| Sum | 2503031 |
| Variance | 186796.36 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 874 | 7 | 0.4% |
| 1247 | 7 | 0.4% |
| 1383 | 6 | 0.3% |
| 1463 | 6 | 0.3% |
| 1469 | 6 | 0.3% |
| 1393 | 5 | 0.2% |
| 1781 | 5 | 0.2% |
| 1767 | 5 | 0.2% |
| 1923 | 5 | 0.2% |
| 1429 | 5 | 0.2% |
| Other values (1099) | 1943 |
| Value | Count | Frequency (%) |
| 500 | 2 | |
| 501 | 2 | |
| 503 | 1 | 0.1% |
| 506 | 1 | 0.1% |
| 507 | 4 | |
| 508 | 1 | 0.1% |
| 509 | 2 | |
| 510 | 3 | |
| 511 | 2 | |
| 512 | 2 |
| Value | Count | Frequency (%) |
| 1998 | 1 | 0.1% |
| 1997 | 1 | 0.1% |
| 1996 | 1 | 0.1% |
| 1995 | 3 | |
| 1994 | 2 | 0.1% |
| 1992 | 1 | 0.1% |
| 1991 | 1 | 0.1% |
| 1990 | 1 | 0.1% |
| 1989 | 3 | |
| 1988 | 5 |
ram
Real number (ℝ)
| Distinct | 1562 |
|---|---|
| Distinct (%) | 78.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2124.213 |
| Minimum | 256 |
|---|---|
| Maximum | 3998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 256 |
|---|---|
| 5-th percentile | 445 |
| Q1 | 1207.5 |
| median | 2146.5 |
| Q3 | 3064.5 |
| 95-th percentile | 3826.35 |
| Maximum | 3998 |
| Range | 3742 |
| Interquartile range (IQR) | 1857 |
Descriptive statistics
| Standard deviation | 1084.732 |
|---|---|
| Coefficient of variation (CV) | 0.51065126 |
| Kurtosis | -1.1919131 |
| Mean | 2124.213 |
| Median Absolute Deviation (MAD) | 932.5 |
| Skewness | 0.0066280354 |
| Sum | 4248426 |
| Variance | 1176643.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1464 | 4 | 0.2% |
| 3142 | 4 | 0.2% |
| 2610 | 4 | 0.2% |
| 2227 | 4 | 0.2% |
| 1229 | 4 | 0.2% |
| 3654 | 3 | 0.1% |
| 1277 | 3 | 0.1% |
| 1050 | 3 | 0.1% |
| 2775 | 3 | 0.1% |
| 2674 | 3 | 0.1% |
| Other values (1552) | 1965 |
| Value | Count | Frequency (%) |
| 256 | 1 | |
| 258 | 2 | |
| 259 | 1 | |
| 262 | 1 | |
| 263 | 1 | |
| 265 | 1 | |
| 267 | 1 | |
| 273 | 1 | |
| 277 | 1 | |
| 278 | 2 |
| Value | Count | Frequency (%) |
| 3998 | 1 | |
| 3996 | 1 | |
| 3993 | 1 | |
| 3991 | 2 | |
| 3990 | 1 | |
| 3984 | 1 | |
| 3978 | 1 | |
| 3971 | 1 | |
| 3970 | 2 | |
| 3969 | 1 |
sc_h
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.3065 |
| Minimum | 5 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 9 |
| median | 12 |
| Q3 | 16 |
| 95-th percentile | 19 |
| Maximum | 19 |
| Range | 14 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.213245 |
|---|---|
| Coefficient of variation (CV) | 0.34235932 |
| Kurtosis | -1.1907912 |
| Mean | 12.3065 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.098884241 |
| Sum | 24613 |
| Variance | 17.751433 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 17 | 193 | 9.7% |
| 12 | 157 | 7.8% |
| 7 | 151 | 7.5% |
| 16 | 143 | 7.1% |
| 14 | 143 | 7.1% |
| 15 | 135 | 6.8% |
| 13 | 131 | 6.6% |
| 11 | 126 | 6.3% |
| 10 | 125 | 6.2% |
| 9 | 124 | 6.2% |
| Other values (5) | 572 |
| Value | Count | Frequency (%) |
| 5 | 97 | |
| 6 | 114 | |
| 7 | 151 | |
| 8 | 117 | |
| 9 | 124 | |
| 10 | 125 | |
| 11 | 126 | |
| 12 | 157 | |
| 13 | 131 | |
| 14 | 143 |
| Value | Count | Frequency (%) |
| 19 | 124 | |
| 18 | 120 | |
| 17 | 193 | |
| 16 | 143 | |
| 15 | 135 | |
| 14 | 143 | |
| 13 | 131 | |
| 12 | 157 | |
| 11 | 126 | |
| 10 | 125 |
sc_w
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.767 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 180 |
| Zeros (%) | 9.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 14 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.3563976 |
|---|---|
| Coefficient of variation (CV) | 0.75540101 |
| Kurtosis | -0.38952279 |
| Mean | 5.767 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.63378707 |
| Sum | 11534 |
| Variance | 18.9782 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 1 | 210 | |
| 3 | 199 | |
| 4 | 182 | |
| 0 | 180 | |
| 5 | 161 | 8.1% |
| 2 | 156 | 7.8% |
| 7 | 132 | 6.6% |
| 6 | 130 | 6.5% |
| 8 | 125 | 6.2% |
| 10 | 107 | 5.3% |
| Other values (9) | 418 |
| Value | Count | Frequency (%) |
| 0 | 180 | |
| 1 | 210 | |
| 2 | 156 | |
| 3 | 199 | |
| 4 | 182 | |
| 5 | 161 | |
| 6 | 130 | |
| 7 | 132 | |
| 8 | 125 | |
| 9 | 97 |
| Value | Count | Frequency (%) |
| 18 | 8 | 0.4% |
| 17 | 19 | 0.9% |
| 16 | 29 | 1.5% |
| 15 | 31 | 1.6% |
| 14 | 33 | 1.7% |
| 13 | 49 | |
| 12 | 68 | |
| 11 | 84 | |
| 10 | 107 | |
| 9 | 97 |
talk_time
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.011 |
| Minimum | 2 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 11 |
| Q3 | 16 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 18 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.4639552 |
|---|---|
| Coefficient of variation (CV) | 0.49622697 |
| Kurtosis | -1.218591 |
| Mean | 11.011 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.0095117622 |
| Sum | 22022 |
| Variance | 29.854806 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 7 | 124 | 6.2% |
| 4 | 123 | 6.2% |
| 16 | 116 | 5.8% |
| 15 | 115 | 5.8% |
| 19 | 113 | 5.7% |
| 6 | 111 | 5.5% |
| 10 | 105 | 5.2% |
| 8 | 104 | 5.2% |
| 11 | 103 | 5.1% |
| 20 | 102 | 5.1% |
| Other values (9) | 884 |
| Value | Count | Frequency (%) |
| 2 | 99 | |
| 3 | 94 | |
| 4 | 123 | |
| 5 | 93 | |
| 6 | 111 | |
| 7 | 124 | |
| 8 | 104 | |
| 9 | 100 | |
| 10 | 105 | |
| 11 | 103 |
| Value | Count | Frequency (%) |
| 20 | 102 | |
| 19 | 113 | |
| 18 | 100 | |
| 17 | 98 | |
| 16 | 116 | |
| 15 | 115 | |
| 14 | 101 | |
| 13 | 100 | |
| 12 | 99 | |
| 11 | 103 |
three_g
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1523 | |
| 0 | 477 | 23.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1523 | |
| 0 | 477 | 23.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1523 | |
| 0 | 477 | 23.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1523 | |
| 0 | 477 | 23.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1523 | |
| 0 | 477 | 23.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1523 | |
| 0 | 477 | 23.8% |
touch_screen
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1006 | |
| 0 | 994 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1006 | |
| 0 | 994 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1006 | |
| 0 | 994 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1006 | |
| 0 | 994 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1006 | |
| 0 | 994 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1006 | |
| 0 | 994 |
wifi
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1014 | |
| 0 | 986 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1014 | |
| 0 | 986 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1014 | |
| 0 | 986 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1014 | |
| 0 | 986 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1014 | |
| 0 | 986 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1014 | |
| 0 | 986 |
price_range
Categorical
HIGH CORRELATION UNIFORM
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2000 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 2 | 500 | |
| 3 | 500 | |
| 0 | 500 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 2 | 500 | |
| 3 | 500 | |
| 0 | 500 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 2 | 500 | |
| 3 | 500 | |
| 0 | 500 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 2 | 500 | |
| 3 | 500 | |
| 0 | 500 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 2 | 500 | |
| 3 | 500 | |
| 0 | 500 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 2 | 500 | |
| 3 | 500 | |
| 0 | 500 |
| battery_power | clock_speed | fc | int_memory | m_dep | mobile_wt | n_cores | pc | px_height | px_width | ram | sc_h | sc_w | talk_time | blue | dual_sim | four_g | three_g | touch_screen | wifi | price_range | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| battery_power | 1.000 | 0.009 | 0.035 | -0.004 | 0.033 | 0.002 | -0.030 | 0.031 | 0.009 | -0.009 | -0.001 | -0.029 | -0.027 | 0.053 | 0.034 | 0.053 | 0.000 | 0.000 | 0.000 | 0.000 | 0.128 |
| clock_speed | 0.009 | 1.000 | -0.005 | 0.005 | -0.015 | 0.011 | -0.008 | -0.006 | -0.013 | -0.009 | 0.004 | -0.030 | -0.015 | -0.013 | 0.050 | 0.022 | 0.046 | 0.037 | 0.034 | 0.000 | 0.000 |
| fc | 0.035 | -0.005 | 1.000 | -0.027 | 0.013 | 0.027 | -0.016 | 0.659 | -0.021 | -0.009 | 0.020 | -0.010 | -0.001 | -0.001 | 0.000 | 0.000 | 0.038 | 0.000 | 0.046 | 0.049 | 0.000 |
| int_memory | -0.004 | 0.005 | -0.027 | 1.000 | 0.007 | -0.034 | -0.028 | -0.033 | -0.002 | -0.009 | 0.033 | 0.040 | 0.016 | -0.002 | 0.057 | 0.000 | 0.000 | 0.028 | 0.022 | 0.010 | 0.040 |
| m_dep | 0.033 | -0.015 | 0.013 | 0.007 | 1.000 | 0.022 | -0.005 | 0.028 | 0.026 | 0.023 | -0.010 | -0.024 | -0.019 | 0.017 | 0.028 | 0.061 | 0.000 | 0.000 | 0.068 | 0.016 | 0.017 |
| mobile_wt | 0.002 | 0.011 | 0.027 | -0.034 | 0.022 | 1.000 | -0.019 | 0.019 | 0.011 | 0.001 | -0.003 | -0.034 | -0.019 | 0.006 | 0.000 | 0.036 | 0.048 | 0.000 | 0.000 | 0.000 | 0.027 |
| n_cores | -0.030 | -0.008 | -0.016 | -0.028 | -0.005 | -0.019 | 1.000 | -0.002 | -0.005 | 0.024 | 0.005 | 0.001 | 0.029 | 0.013 | 0.000 | 0.000 | 0.041 | 0.022 | 0.000 | 0.000 | 0.000 |
| pc | 0.031 | -0.006 | 0.659 | -0.033 | 0.028 | 0.019 | -0.002 | 1.000 | -0.015 | 0.003 | 0.029 | 0.005 | -0.035 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.033 | 0.000 | 0.029 |
| px_height | 0.009 | -0.013 | -0.021 | -0.002 | 0.026 | 0.011 | -0.005 | -0.015 | 1.000 | 0.468 | -0.031 | 0.054 | 0.029 | -0.010 | 0.000 | 0.000 | 0.021 | 0.025 | 0.000 | 0.063 | 0.084 |
| px_width | -0.009 | -0.009 | -0.009 | -0.009 | 0.023 | 0.001 | 0.024 | 0.003 | 0.468 | 1.000 | 0.003 | 0.023 | 0.025 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.105 |
| ram | -0.001 | 0.004 | 0.020 | 0.033 | -0.010 | -0.003 | 0.005 | 0.029 | -0.031 | 0.003 | 1.000 | 0.016 | 0.026 | 0.012 | 0.000 | 0.023 | 0.007 | 0.043 | 0.000 | 0.000 | 0.723 |
| sc_h | -0.029 | -0.030 | -0.010 | 0.040 | -0.024 | -0.034 | 0.001 | 0.005 | 0.054 | 0.023 | 0.016 | 1.000 | 0.470 | -0.018 | 0.000 | 0.000 | 0.081 | 0.022 | 0.009 | 0.070 | 0.034 |
| sc_w | -0.027 | -0.015 | -0.001 | 0.016 | -0.019 | -0.019 | 0.029 | -0.035 | 0.029 | 0.025 | 0.026 | 0.470 | 1.000 | -0.022 | 0.034 | 0.011 | 0.000 | 0.047 | 0.000 | 0.000 | 0.060 |
| talk_time | 0.053 | -0.013 | -0.001 | -0.002 | 0.017 | 0.006 | 0.013 | 0.014 | -0.010 | 0.007 | 0.012 | -0.018 | -0.022 | 1.000 | 0.000 | 0.014 | 0.042 | 0.036 | 0.050 | 0.000 | 0.000 |
| blue | 0.034 | 0.050 | 0.000 | 0.057 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 1.000 | 0.026 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 |
| dual_sim | 0.053 | 0.022 | 0.000 | 0.000 | 0.061 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.011 | 0.014 | 0.026 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| four_g | 0.000 | 0.046 | 0.038 | 0.000 | 0.000 | 0.048 | 0.041 | 0.000 | 0.021 | 0.000 | 0.007 | 0.081 | 0.000 | 0.042 | 0.000 | 0.000 | 1.000 | 0.583 | 0.000 | 0.000 | 0.009 |
| three_g | 0.000 | 0.037 | 0.000 | 0.028 | 0.000 | 0.000 | 0.022 | 0.000 | 0.025 | 0.000 | 0.043 | 0.022 | 0.047 | 0.036 | 0.019 | 0.000 | 0.583 | 1.000 | 0.000 | 0.000 | 0.000 |
| touch_screen | 0.000 | 0.034 | 0.046 | 0.022 | 0.068 | 0.000 | 0.000 | 0.033 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.021 |
| wifi | 0.000 | 0.000 | 0.049 | 0.010 | 0.016 | 0.000 | 0.000 | 0.000 | 0.063 | 0.037 | 0.000 | 0.070 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 |
| price_range | 0.128 | 0.000 | 0.000 | 0.040 | 0.017 | 0.027 | 0.000 | 0.029 | 0.084 | 0.105 | 0.723 | 0.034 | 0.060 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.021 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| battery_power | blue | clock_speed | dual_sim | fc | four_g | int_memory | m_dep | mobile_wt | n_cores | pc | px_height | px_width | ram | sc_h | sc_w | talk_time | three_g | touch_screen | wifi | price_range | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 842 | 0 | 2.2 | 0 | 1 | 0 | 7 | 0.6 | 188 | 2 | 2 | 20 | 756 | 2549 | 9 | 7 | 19 | 0 | 0 | 1 | 1 |
| 1 | 1021 | 1 | 0.5 | 1 | 0 | 1 | 53 | 0.7 | 136 | 3 | 6 | 905 | 1988 | 2631 | 17 | 3 | 7 | 1 | 1 | 0 | 2 |
| 2 | 563 | 1 | 0.5 | 1 | 2 | 1 | 41 | 0.9 | 145 | 5 | 6 | 1263 | 1716 | 2603 | 11 | 2 | 9 | 1 | 1 | 0 | 2 |
| 3 | 615 | 1 | 2.5 | 0 | 0 | 0 | 10 | 0.8 | 131 | 6 | 9 | 1216 | 1786 | 2769 | 16 | 8 | 11 | 1 | 0 | 0 | 2 |
| 4 | 1821 | 1 | 1.2 | 0 | 13 | 1 | 44 | 0.6 | 141 | 2 | 14 | 1208 | 1212 | 1411 | 8 | 2 | 15 | 1 | 1 | 0 | 1 |
| 5 | 1859 | 0 | 0.5 | 1 | 3 | 0 | 22 | 0.7 | 164 | 1 | 7 | 1004 | 1654 | 1067 | 17 | 1 | 10 | 1 | 0 | 0 | 1 |
| 6 | 1821 | 0 | 1.7 | 0 | 4 | 1 | 10 | 0.8 | 139 | 8 | 10 | 381 | 1018 | 3220 | 13 | 8 | 18 | 1 | 0 | 1 | 3 |
| 7 | 1954 | 0 | 0.5 | 1 | 0 | 0 | 24 | 0.8 | 187 | 4 | 0 | 512 | 1149 | 700 | 16 | 3 | 5 | 1 | 1 | 1 | 0 |
| 8 | 1445 | 1 | 0.5 | 0 | 0 | 0 | 53 | 0.7 | 174 | 7 | 14 | 386 | 836 | 1099 | 17 | 1 | 20 | 1 | 0 | 0 | 0 |
| 9 | 509 | 1 | 0.6 | 1 | 2 | 1 | 9 | 0.1 | 93 | 5 | 15 | 1137 | 1224 | 513 | 19 | 10 | 12 | 1 | 0 | 0 | 0 |
| battery_power | blue | clock_speed | dual_sim | fc | four_g | int_memory | m_dep | mobile_wt | n_cores | pc | px_height | px_width | ram | sc_h | sc_w | talk_time | three_g | touch_screen | wifi | price_range | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1990 | 1617 | 1 | 2.4 | 0 | 8 | 1 | 36 | 0.8 | 85 | 1 | 9 | 743 | 1426 | 296 | 5 | 3 | 7 | 1 | 0 | 0 | 0 |
| 1991 | 1882 | 0 | 2.0 | 0 | 11 | 1 | 44 | 0.8 | 113 | 8 | 19 | 4 | 743 | 3579 | 19 | 8 | 20 | 1 | 1 | 0 | 3 |
| 1992 | 674 | 1 | 2.9 | 1 | 1 | 0 | 21 | 0.2 | 198 | 3 | 4 | 576 | 1809 | 1180 | 6 | 3 | 4 | 1 | 1 | 1 | 0 |
| 1993 | 1467 | 1 | 0.5 | 0 | 0 | 0 | 18 | 0.6 | 122 | 5 | 0 | 888 | 1099 | 3962 | 15 | 11 | 5 | 1 | 1 | 1 | 3 |
| 1994 | 858 | 0 | 2.2 | 0 | 1 | 0 | 50 | 0.1 | 84 | 1 | 2 | 528 | 1416 | 3978 | 17 | 16 | 3 | 1 | 1 | 0 | 3 |
| 1995 | 794 | 1 | 0.5 | 1 | 0 | 1 | 2 | 0.8 | 106 | 6 | 14 | 1222 | 1890 | 668 | 13 | 4 | 19 | 1 | 1 | 0 | 0 |
| 1996 | 1965 | 1 | 2.6 | 1 | 0 | 0 | 39 | 0.2 | 187 | 4 | 3 | 915 | 1965 | 2032 | 11 | 10 | 16 | 1 | 1 | 1 | 2 |
| 1997 | 1911 | 0 | 0.9 | 1 | 1 | 1 | 36 | 0.7 | 108 | 8 | 3 | 868 | 1632 | 3057 | 9 | 1 | 5 | 1 | 1 | 0 | 3 |
| 1998 | 1512 | 0 | 0.9 | 0 | 4 | 1 | 46 | 0.1 | 145 | 5 | 5 | 336 | 670 | 869 | 18 | 10 | 19 | 1 | 1 | 1 | 0 |
| 1999 | 510 | 1 | 2.0 | 1 | 5 | 1 | 45 | 0.9 | 168 | 6 | 16 | 483 | 754 | 3919 | 19 | 4 | 2 | 1 | 1 | 1 | 3 |